Pandas Profiling Report

Dataset statistics

Number of variables	36
Number of observations	10000
Missing cells	112499
Missing cells (%)	31.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.7 MiB
Average record size in memory	288.0 B

Variable types

Numeric	15
Categorical	14
Unsupported	7

Alerts

`R` has constant value "0.0"	Constant
`UPN` has a high cardinality: 8631 distinct values	High cardinality
`EntryDate` has a high cardinality: 410 distinct values	High cardinality
`/` is highly overall correlated with `\`	High correlation
`\` is highly overall correlated with `/`	High correlation
`B` is highly overall correlated with `G` and 1 other fields	High correlation
`G` is highly overall correlated with `B`	High correlation
`D` is highly overall correlated with `B`	High correlation
`EnrolStatus` is highly imbalanced (77.2%)	Imbalance
`J` is highly imbalanced (79.5%)	Imbalance
`T` is highly imbalanced (76.3%)	Imbalance
`N` is highly imbalanced (96.1%)	Imbalance
`Surname` has 10000 (100.0%) missing values	Missing
`Forename` has 10000 (100.0%) missing values	Missing
`Middlenames` has 10000 (100.0%) missing values	Missing
`PreferredSurname` has 10000 (100.0%) missing values	Missing
`FormerSurname` has 10000 (100.0%) missing values	Missing
`DoB` has 10000 (100.0%) missing values	Missing
`B` has 2582 (25.8%) missing values	Missing
`J` has 2533 (25.3%) missing values	Missing
`L` has 1066 (10.7%) missing values	Missing
`P` has 2519 (25.2%) missing values	Missing
`V` has 2397 (24.0%) missing values	Missing
`W` has 2559 (25.6%) missing values	Missing
`C` has 2200 (22.0%) missing values	Missing
`E` has 2556 (25.6%) missing values	Missing
`H` has 2627 (26.3%) missing values	Missing
`I` has 200 (2.0%) missing values	Missing
`M` has 1916 (19.2%) missing values	Missing
`R` has 2619 (26.2%) missing values	Missing
`S` has 10000 (100.0%) missing values	Missing
`T` has 2625 (26.2%) missing values	Missing
`G` has 2589 (25.9%) missing values	Missing
`N` has 2620 (26.2%) missing values	Missing
`O` has 1865 (18.6%) missing values	Missing
`U` has 2473 (24.7%) missing values	Missing
`D` has 2611 (26.1%) missing values	Missing
`X` has 1938 (19.4%) missing values	Missing
`UPN` is uniformly distributed	Uniform
`Surname` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Forename` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Middlenames` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`PreferredSurname` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`FormerSurname` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DoB` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`S` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`B` has 1267 (12.7%) zeros	Zeros
`L` has 602 (6.0%) zeros	Zeros
`V` has 2420 (24.2%) zeros	Zeros
`C` has 684 (6.8%) zeros	Zeros
`I` has 347 (3.5%) zeros	Zeros
`M` has 1858 (18.6%) zeros	Zeros
`G` has 1875 (18.8%) zeros	Zeros
`O` has 464 (4.6%) zeros	Zeros
`D` has 534 (5.3%) zeros	Zeros
`X` has 1424 (14.2%) zeros	Zeros
`Y` has 951 (9.5%) zeros	Zeros

Reproduction

Analysis started	2023-06-26 14:03:41.503169
Analysis finished	2023-06-26 14:04:18.054268
Duration	36.55 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Estab
Real number (ℝ)

Distinct	9608
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	190317.17

Minimum	61847
Maximum	293877
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	61847
5-th percentile	131123.1
Q1	166206
median	190689.5
Q3	214605.25
95-th percentile	248955.1
Maximum	293877
Range	232030
Interquartile range (IQR)	48399.25

Descriptive statistics

Standard deviation	35796.284
Coefficient of variation (CV)	0.18808751
Kurtosis	-0.078718607
Mean	190317.17
Median Absolute Deviation (MAD)	24223.5
Skewness	-0.057797107
Sum	1.9031717 × 10⁹
Variance	1.2813739 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
181708	4	< 0.1%
181358	3	< 0.1%
169756	3	< 0.1%
200077	3	< 0.1%
208577	3	< 0.1%
171286	3	< 0.1%
170570	3	< 0.1%
184233	3	< 0.1%
195006	3	< 0.1%
241707	3	< 0.1%
Other values (9598)	9969	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
61847	1	< 0.1%
65531	1	< 0.1%
65650	1	< 0.1%
66628	1	< 0.1%
68607	1	< 0.1%
69241	1	< 0.1%
71326	1	< 0.1%
73043	1	< 0.1%
73785	1	< 0.1%
77532	1	< 0.1%

Value	Count	Frequency (%)
293877	1	< 0.1%
293213	1	< 0.1%
292213	1	< 0.1%
292181	1	< 0.1%
291840	1	< 0.1%
291746	1	< 0.1%
291163	1	< 0.1%
290673	1	< 0.1%
289734	1	< 0.1%
289086	1	< 0.1%

UPN
Categorical

HIGH CARDINALITY UNIFORM

Distinct	8631
Distinct (%)	86.3%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

28280060-6d12-44fb-9a57-62c6edb47e02	5
4ff87bd2-c25a-47fd-8ec1-81e03ae4dd80	4
2fd191f6-dd28-4161-88f9-075bb08e72aa	4
4ffc0010-11cd-4374-b5bd-a5f6f84cd994	4
d9efb153-6eaf-426f-a9e3-dd1e93ca2ded	4
Other values (8626)	9979

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	360000
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7414 ?
Unique (%)	74.1%

Sample

1st row	819c5d8d-a652-4a62-9eac-9fe483ddbca8
2nd row	6318ab5a-2d2c-42ce-ab68-0945162d683d
3rd row	eb1edd42-97c1-4a8d-b546-f49372eabdb8
4th row	3064a34b-8961-4ac6-8540-a346ee12fb8b
5th row	de67351f-dd82-428f-8095-ba0f5a3ac738

Common Values

Value	Count	Frequency (%)
28280060-6d12-44fb-9a57-62c6edb47e02	5	0.1%
4ff87bd2-c25a-47fd-8ec1-81e03ae4dd80	4	< 0.1%
2fd191f6-dd28-4161-88f9-075bb08e72aa	4	< 0.1%
4ffc0010-11cd-4374-b5bd-a5f6f84cd994	4	< 0.1%
d9efb153-6eaf-426f-a9e3-dd1e93ca2ded	4	< 0.1%
7f60f576-9654-4a5e-b624-577f8e9f9e4a	4	< 0.1%
b56226ca-5660-47cb-bc71-a3950ee90627	4	< 0.1%
e75c109e-08f4-4ded-bc53-61da302dad8d	4	< 0.1%
47be114c-a323-43ec-9ab9-0d2fc7c0083a	4	< 0.1%
ecc3ccb8-cf6c-4d6b-ac90-ab889b64b889	3	< 0.1%
Other values (8621)	9960	99.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
28280060-6d12-44fb-9a57-62c6edb47e02	5	< 0.1%
2fd191f6-dd28-4161-88f9-075bb08e72aa	4	< 0.1%
4ffc0010-11cd-4374-b5bd-a5f6f84cd994	4	< 0.1%
d9efb153-6eaf-426f-a9e3-dd1e93ca2ded	4	< 0.1%
7f60f576-9654-4a5e-b624-577f8e9f9e4a	4	< 0.1%
b56226ca-5660-47cb-bc71-a3950ee90627	4	< 0.1%
e75c109e-08f4-4ded-bc53-61da302dad8d	4	< 0.1%
47be114c-a323-43ec-9ab9-0d2fc7c0083a	4	< 0.1%
4ff87bd2-c25a-47fd-8ec1-81e03ae4dd80	4	< 0.1%
1f009a25-d760-4e17-8468-14a43dbfb850	3	< 0.1%
Other values (8621)	9960	99.6%

Most occurring characters

Value	Count	Frequency (%)
-	40000	11.1%
4	28806	8.0%
9	21380	5.9%
8	21338	5.9%
a	21172	5.9%
b	21053	5.8%
d	19018	5.3%
1	18877	5.2%
3	18793	5.2%
0	18781	5.2%
Other values (7)	130782	36.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	202760	56.3%
Lowercase Letter	117240	32.6%
Dash Punctuation	40000	11.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	28806	14.2%
9	21380	10.5%
8	21338	10.5%
1	18877	9.3%
3	18793	9.3%
0	18781	9.3%
7	18772	9.3%
5	18766	9.3%
6	18765	9.3%
2	18482	9.1%

Lowercase Letter

Value	Count	Frequency (%)
a	21172	18.1%
b	21053	18.0%
d	19018	16.2%
f	18689	15.9%
e	18671	15.9%
c	18637	15.9%

Dash Punctuation

Value	Count	Frequency (%)
-	40000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	242760	67.4%
Latin	117240	32.6%

Most frequent character per script

Common

Value	Count	Frequency (%)
-	40000	16.5%
4	28806	11.9%
9	21380	8.8%
8	21338	8.8%
1	18877	7.8%
3	18793	7.7%
0	18781	7.7%
7	18772	7.7%
5	18766	7.7%
6	18765	7.7%

Latin

Value	Count	Frequency (%)
a	21172	18.1%
b	21053	18.0%
d	19018	16.2%
f	18689	15.9%
e	18671	15.9%
c	18637	15.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	360000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	40000	11.1%
4	28806	8.0%
9	21380	5.9%
8	21338	5.9%
a	21172	5.9%
b	21053	5.8%
d	19018	5.3%
1	18877	5.2%
3	18793	5.2%
0	18781	5.2%
Other values (7)	130782	36.3%

Surname
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	10000
Missing (%)	100.0%
Memory size	78.2 KiB

Forename
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	10000
Missing (%)	100.0%
Memory size	78.2 KiB

Middlenames
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	10000
Missing (%)	100.0%
Memory size	78.2 KiB

PreferredSurname
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	10000
Missing (%)	100.0%
Memory size	78.2 KiB

FormerSurname
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	10000
Missing (%)	100.0%
Memory size	78.2 KiB

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

M	5079
F	4921

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	F
3rd row	M
4th row	M
5th row	F

Common Values

Value	Count	Frequency (%)
M	5079	50.8%
F	4921	49.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	5079	50.8%
f	4921	49.2%

Most occurring characters

Value	Count	Frequency (%)
M	5079	50.8%
F	4921	49.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	10000	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	5079	50.8%
F	4921	49.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10000	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	5079	50.8%
F	4921	49.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	5079	50.8%
F	4921	49.2%

DoB
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	10000
Missing (%)	100.0%
Memory size	78.2 KiB

EnrolStatus
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

C	9077
Leaver	909
M	8
S	6

Length

Max length	6
Median length	1
Mean length	1.4545
Min length	1

Characters and Unicode

Total characters	14545
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Leaver
2nd row	C
3rd row	C
4th row	C
5th row	C

Common Values

Value	Count	Frequency (%)
C	9077	90.8%
Leaver	909	9.1%
M	8	0.1%
S	6	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
c	9077	90.8%
leaver	909	9.1%
m	8	0.1%
s	6	0.1%

Most occurring characters

Value	Count	Frequency (%)
C	9077	62.4%
e	1818	12.5%
L	909	6.2%
a	909	6.2%
v	909	6.2%
r	909	6.2%
M	8	0.1%
S	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	10000	68.8%
Lowercase Letter	4545	31.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	9077	90.8%
L	909	9.1%
M	8	0.1%
S	6	0.1%

Lowercase Letter

Value	Count	Frequency (%)
e	1818	40.0%
a	909	20.0%
v	909	20.0%
r	909	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14545	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	9077	62.4%
e	1818	12.5%
L	909	6.2%
a	909	6.2%
v	909	6.2%
r	909	6.2%
M	8	0.1%
S	6	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14545	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	9077	62.4%
e	1818	12.5%
L	909	6.2%
a	909	6.2%
v	909	6.2%
r	909	6.2%
M	8	0.1%
S	6	< 0.1%

EntryDate
Categorical

Distinct	410
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

2021-09-03 00:00:00	1124
2019-09-04 00:00:00	1112
2020-09-03 00:00:00	1055
2017-09-06 00:00:00	879
2018-09-07 00:00:00	622
Other values (405)	5208

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	190000
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	190 ?
Unique (%)	1.9%

Sample

1st row	2019-09-04 00:00:00
2nd row	2021-09-03 00:00:00
3rd row	2019-09-04 00:00:00
4th row	2021-09-03 00:00:00
5th row	2017-09-06 00:00:00

Common Values

Value	Count	Frequency (%)
2021-09-03 00:00:00	1124	11.2%
2019-09-04 00:00:00	1112	11.1%
2020-09-03 00:00:00	1055	10.5%
2017-09-06 00:00:00	879	8.8%
2018-09-07 00:00:00	622	6.2%
2018-09-06 00:00:00	440	4.4%
2021-09-02 00:00:00	400	4.0%
2018-09-05 00:00:00	392	3.9%
2020-09-02 00:00:00	364	3.6%
2020-09-01 00:00:00	321	3.2%
Other values (400)	3291	32.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
00:00:00	10000	50.0%
2021-09-03	1124	5.6%
2019-09-04	1112	5.6%
2020-09-03	1055	5.3%
2017-09-06	879	4.4%
2018-09-07	622	3.1%
2018-09-06	440	2.2%
2021-09-02	400	2.0%
2018-09-05	392	2.0%
2020-09-02	364	1.8%
Other values (401)	3612	18.1%

Most occurring characters

Value	Count	Frequency (%)
0	91298	48.1%
-	20000	10.5%
:	20000	10.5%
2	16181	8.5%
9	11129	5.9%
	10000	5.3%
1	9638	5.1%
3	2788	1.5%
7	2282	1.2%
8	2168	1.1%
Other values (3)	4516	2.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	140000	73.7%
Dash Punctuation	20000	10.5%
Other Punctuation	20000	10.5%
Space Separator	10000	5.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	91298	65.2%
2	16181	11.6%
9	11129	7.9%
1	9638	6.9%
3	2788	2.0%
7	2282	1.6%
8	2168	1.5%
4	1869	1.3%
6	1666	1.2%
5	981	0.7%

Dash Punctuation

Value	Count	Frequency (%)
-	20000	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	20000	100.0%

Space Separator

Value	Count	Frequency (%)
	10000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	190000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	91298	48.1%
-	20000	10.5%
:	20000	10.5%
2	16181	8.5%
9	11129	5.9%
	10000	5.3%
1	9638	5.1%
3	2788	1.5%
7	2282	1.2%
8	2168	1.1%
Other values (3)	4516	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	190000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	91298	48.1%
-	20000	10.5%
:	20000	10.5%
2	16181	8.5%
9	11129	5.9%
	10000	5.3%
1	9638	5.1%
3	2788	1.5%
7	2282	1.2%
8	2168	1.1%
Other values (3)	4516	2.4%

NCyearActual
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

9	2049
7	2045
10	2007
8	1946
11	1603

Length

Max length	6
Median length	1
Mean length	1.536
Min length	1

Characters and Unicode

Total characters	15360
Distinct characters	10
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	7
2nd row	7
3rd row	7
4th row	9
5th row	7

Common Values

Value	Count	Frequency (%)
9	2049	20.5%
7	2045	20.4%
10	2007	20.1%
8	1946	19.5%
11	1603	16.0%
Leaver	350	3.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
9	2049	20.5%
7	2045	20.4%
10	2007	20.1%
8	1946	19.5%
11	1603	16.0%
leaver	350	3.5%

Most occurring characters

Value	Count	Frequency (%)
1	5213	33.9%
9	2049	13.3%
7	2045	13.3%
0	2007	13.1%
8	1946	12.7%
e	700	4.6%
L	350	2.3%
a	350	2.3%
v	350	2.3%
r	350	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	13260	86.3%
Lowercase Letter	1750	11.4%
Uppercase Letter	350	2.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	5213	39.3%
9	2049	15.5%
7	2045	15.4%
0	2007	15.1%
8	1946	14.7%

Lowercase Letter

Value	Count	Frequency (%)
e	700	40.0%
a	350	20.0%
v	350	20.0%
r	350	20.0%

Uppercase Letter

Value	Count	Frequency (%)
L	350	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	13260	86.3%
Latin	2100	13.7%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	5213	39.3%
9	2049	15.5%
7	2045	15.4%
0	2007	15.1%
8	1946	14.7%

Latin

Value	Count	Frequency (%)
e	700	33.3%
L	350	16.7%
a	350	16.7%
v	350	16.7%
r	350	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15360	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	5213	33.9%
9	2049	13.3%
7	2045	13.3%
0	2007	13.1%
8	1946	12.7%
e	700	4.6%
L	350	2.3%
a	350	2.3%
v	350	2.3%
r	350	2.3%

TermlySessionsPossible
Real number (ℝ)

Distinct	57
Distinct (%)	0.6%
Missing	4
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	116.27271

Minimum	63
Maximum	128
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	63
5-th percentile	99
Q1	111
median	118
Q3	123
95-th percentile	127
Maximum	128
Range	65
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.9439173
Coefficient of variation (CV)	0.076921896
Kurtosis	1.1180331
Mean	116.27271
Median Absolute Deviation (MAD)	6
Skewness	-1.0561247
Sum	1162262
Variance	79.993656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
126	557	5.6%
122	538	5.4%
125	522	5.2%
127	522	5.2%
123	514	5.1%
124	508	5.1%
121	498	5.0%
119	461	4.6%
120	446	4.5%
118	435	4.3%
Other values (47)	4995	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
63	1	< 0.1%
73	2	< 0.1%
74	1	< 0.1%
75	1	< 0.1%
76	2	< 0.1%
77	1	< 0.1%
78	3	< 0.1%
79	4	< 0.1%
80	3	< 0.1%
81	3	< 0.1%

Value	Count	Frequency (%)
128	272	2.7%
127	522	5.2%
126	557	5.6%
125	522	5.2%
124	508	5.1%
123	514	5.1%
122	538	5.4%
121	498	5.0%
120	446	4.5%
119	461	4.6%

/
Real number (ℝ)

Distinct	93
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.211

Minimum	4
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	4
5-th percentile	30
Q1	43
median	51
Q3	60
95-th percentile	72
Maximum	100
Range	96
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	12.938888
Coefficient of variation (CV)	0.25265837
Kurtosis	0.023861503
Mean	51.211
Median Absolute Deviation (MAD)	9
Skewness	0.013446531
Sum	512110
Variance	167.41482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	315	3.1%
49	308	3.1%
55	308	3.1%
51	305	3.0%
54	303	3.0%
48	303	3.0%
52	302	3.0%
46	301	3.0%
53	298	3.0%
57	295	2.9%
Other values (83)	6962	69.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	2	< 0.1%
11	2	< 0.1%
12	3	< 0.1%
13	3	< 0.1%
14	2	< 0.1%
15	7	0.1%

Value	Count	Frequency (%)
100	3	< 0.1%
99	1	< 0.1%
97	1	< 0.1%
96	2	< 0.1%
94	2	< 0.1%
93	1	< 0.1%
92	2	< 0.1%
91	4	< 0.1%
90	5	0.1%
89	4	< 0.1%

\
Real number (ℝ)

Distinct	59
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.2222

Minimum	3
Maximum	63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	3
5-th percentile	32
Q1	45
median	52
Q3	58
95-th percentile	62
Maximum	63
Range	60
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.659563
Coefficient of variation (CV)	0.19233652
Kurtosis	0.77505467
Mean	50.2222
Median Absolute Deviation (MAD)	6
Skewness	-0.97522663
Sum	502222
Variance	93.307158
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61	519	5.2%
62	482	4.8%
60	481	4.8%
57	479	4.8%
59	469	4.7%
58	449	4.5%
56	446	4.5%
55	442	4.4%
54	433	4.3%
51	416	4.2%
Other values (49)	5384	53.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	1	< 0.1%
6	2	< 0.1%
8	3	< 0.1%
9	1	< 0.1%
10	2	< 0.1%
11	2	< 0.1%
12	1	< 0.1%
13	6	0.1%
14	3	< 0.1%

Value	Count	Frequency (%)
63	268	2.7%
62	482	4.8%
61	519	5.2%
60	481	4.8%
59	469	4.7%
58	449	4.5%
57	479	4.8%
56	446	4.5%
55	442	4.4%
54	433	4.3%

B
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	8
Distinct (%)	0.1%
Missing	2582
Missing (%)	25.8%
Infinite	0
Infinite (%)	0.0%
Mean	1.712591

Minimum	0
Maximum	7
Zeros	1267
Zeros (%)	12.7%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	7
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2550689
Coefficient of variation (CV)	0.73284804
Kurtosis	-0.049708528
Mean	1.712591
Median Absolute Deviation (MAD)	1
Skewness	0.57954382
Sum	12704
Variance	1.5751981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	2336	23.4%
2	1933	19.3%
0	1267	12.7%
3	1217	12.2%
4	502	5.0%
5	137	1.4%
6	24	0.2%
7	2	< 0.1%
(Missing)	2582	25.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1267	12.7%
1	2336	23.4%
2	1933	19.3%
3	1217	12.2%
4	502	5.0%
5	137	1.4%
6	24	0.2%
7	2	< 0.1%

Value	Count	Frequency (%)
7	2	< 0.1%
6	24	0.2%
5	137	1.4%
4	502	5.0%
3	1217	12.2%
2	1933	19.3%
1	2336	23.4%
0	1267	12.7%

J
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	2533
Missing (%)	25.3%
Memory size	78.2 KiB

0.0	7227
1.0	240

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	22401
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	7227	72.3%
1.0	240	2.4%
(Missing)	2533	25.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	7227	96.8%
1.0	240	3.2%

Most occurring characters

Value	Count	Frequency (%)
0	14694	65.6%
.	7467	33.3%
1	240	1.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14934	66.7%
Other Punctuation	7467	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14694	98.4%
1	240	1.6%

Other Punctuation

Value	Count	Frequency (%)
.	7467	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22401	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14694	65.6%
.	7467	33.3%
1	240	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22401	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14694	65.6%
.	7467	33.3%
1	240	1.1%

L
Real number (ℝ)

MISSING ZEROS

Distinct	26
Distinct (%)	0.3%
Missing	1066
Missing (%)	10.7%
Infinite	0
Infinite (%)	0.0%
Mean	4.8979181

Minimum	0
Maximum	25
Zeros	602
Zeros (%)	6.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	12
Maximum	25
Range	25
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.7629719
Coefficient of variation (CV)	0.76827988
Kurtosis	1.0966142
Mean	4.8979181
Median Absolute Deviation (MAD)	2
Skewness	1.030957
Sum	43758
Variance	14.159958
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
1	1168	11.7%
2	1067	10.7%
3	974	9.7%
4	971	9.7%
5	867	8.7%
6	693	6.9%
7	625	6.2%
0	602	6.0%
8	476	4.8%
9	422	4.2%
Other values (16)	1069	10.7%
(Missing)	1066	10.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	602	6.0%
1	1168	11.7%
2	1067	10.7%
3	974	9.7%
4	971	9.7%
5	867	8.7%
6	693	6.9%
7	625	6.2%
8	476	4.8%
9	422	4.2%

Value	Count	Frequency (%)
25	1	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
22	3	< 0.1%
21	6	0.1%
20	5	0.1%
19	17	0.2%
18	19	0.2%
17	28	0.3%
16	44	0.4%

P
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	2519
Missing (%)	25.2%
Memory size	78.2 KiB

1.0	3536
0.0	2997
2.0	846
3.0	98
4.0	4

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	22443
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	3536	35.4%
0.0	2997	30.0%
2.0	846	8.5%
3.0	98	1.0%
4.0	4	< 0.1%
(Missing)	2519	25.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	3536	47.3%
0.0	2997	40.1%
2.0	846	11.3%
3.0	98	1.3%
4.0	4	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	10478	46.7%
.	7481	33.3%
1	3536	15.8%
2	846	3.8%
3	98	0.4%
4	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14962	66.7%
Other Punctuation	7481	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	10478	70.0%
1	3536	23.6%
2	846	5.7%
3	98	0.7%
4	4	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	7481	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22443	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	10478	46.7%
.	7481	33.3%
1	3536	15.8%
2	846	3.8%
3	98	0.4%
4	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22443	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	10478	46.7%
.	7481	33.3%
1	3536	15.8%
2	846	3.8%
3	98	0.4%
4	4	< 0.1%

V
Real number (ℝ)

MISSING ZEROS

Distinct	6
Distinct (%)	0.1%
Missing	2397
Missing (%)	24.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.98263843

Minimum	0
Maximum	5
Zeros	2420
Zeros (%)	24.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	3
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.86801357
Coefficient of variation (CV)	0.8833499
Kurtosis	0.25804562
Mean	0.98263843
Median Absolute Deviation (MAD)	1
Skewness	0.71429885
Sum	7471
Variance	0.75344755
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	3355	33.6%
0	2420	24.2%
2	1417	14.2%
3	364	3.6%
4	45	0.4%
5	2	< 0.1%
(Missing)	2397	24.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2420	24.2%
1	3355	33.6%
2	1417	14.2%
3	364	3.6%
4	45	0.4%
5	2	< 0.1%

Value	Count	Frequency (%)
5	2	< 0.1%
4	45	0.4%
3	364	3.6%
2	1417	14.2%
1	3355	33.6%
0	2420	24.2%

W
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	2559
Missing (%)	25.6%
Memory size	78.2 KiB

1.0	3679
0.0	3281
2.0	463
3.0	17
4.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	22323
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	3679	36.8%
0.0	3281	32.8%
2.0	463	4.6%
3.0	17	0.2%
4.0	1	< 0.1%
(Missing)	2559	25.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	3679	49.4%
0.0	3281	44.1%
2.0	463	6.2%
3.0	17	0.2%
4.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	10722	48.0%
.	7441	33.3%
1	3679	16.5%
2	463	2.1%
3	17	0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14882	66.7%
Other Punctuation	7441	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	10722	72.0%
1	3679	24.7%
2	463	3.1%
3	17	0.1%
4	1	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	7441	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22323	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	10722	48.0%
.	7441	33.3%
1	3679	16.5%
2	463	2.1%
3	17	0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22323	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	10722	48.0%
.	7441	33.3%
1	3679	16.5%
2	463	2.1%
3	17	0.1%
4	1	< 0.1%

C
Real number (ℝ)

MISSING ZEROS

Distinct	19
Distinct (%)	0.2%
Missing	2200
Missing (%)	22.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.745

Minimum	0
Maximum	18
Zeros	684
Zeros (%)	6.8%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	9
Maximum	18
Range	18
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.9068499
Coefficient of variation (CV)	0.7761949
Kurtosis	0.83057139
Mean	3.745
Median Absolute Deviation (MAD)	2
Skewness	0.98037699
Sum	29211
Variance	8.4497763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
1	1333	13.3%
2	1201	12.0%
3	1051	10.5%
4	858	8.6%
5	772	7.7%
0	684	6.8%
6	578	5.8%
7	426	4.3%
8	331	3.3%
9	198	2.0%
Other values (9)	368	3.7%
(Missing)	2200	22.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	684	6.8%
1	1333	13.3%
2	1201	12.0%
3	1051	10.5%
4	858	8.6%
5	772	7.7%
6	578	5.8%
7	426	4.3%
8	331	3.3%
9	198	2.0%

Value	Count	Frequency (%)
18	2	< 0.1%
17	1	< 0.1%
16	5	0.1%
15	12	0.1%
14	22	0.2%
13	29	0.3%
12	47	0.5%
11	89	0.9%
10	161	1.6%
9	198	2.0%

E
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	2556
Missing (%)	25.6%
Memory size	78.2 KiB

1.0	3556
0.0	3453
2.0	426
3.0	9

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	22332
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	3556	35.6%
0.0	3453	34.5%
2.0	426	4.3%
3.0	9	0.1%
(Missing)	2556	25.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	3556	47.8%
0.0	3453	46.4%
2.0	426	5.7%
3.0	9	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	10897	48.8%
.	7444	33.3%
1	3556	15.9%
2	426	1.9%
3	9	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14888	66.7%
Other Punctuation	7444	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	10897	73.2%
1	3556	23.9%
2	426	2.9%
3	9	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	7444	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22332	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	10897	48.8%
.	7444	33.3%
1	3556	15.9%
2	426	1.9%
3	9	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22332	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	10897	48.8%
.	7444	33.3%
1	3556	15.9%
2	426	1.9%
3	9	< 0.1%

H
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	2627
Missing (%)	26.3%
Memory size	78.2 KiB

0.0	6534
1.0	839

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	22119
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	6534	65.3%
1.0	839	8.4%
(Missing)	2627	26.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	6534	88.6%
1.0	839	11.4%

Most occurring characters

Value	Count	Frequency (%)
0	13907	62.9%
.	7373	33.3%
1	839	3.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14746	66.7%
Other Punctuation	7373	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	13907	94.3%
1	839	5.7%

Other Punctuation

Value	Count	Frequency (%)
.	7373	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22119	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	13907	62.9%
.	7373	33.3%
1	839	3.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22119	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	13907	62.9%
.	7373	33.3%
1	839	3.8%

I
Real number (ℝ)

MISSING ZEROS

Distinct	44
Distinct (%)	0.4%
Missing	200
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.5538776

Minimum	0
Maximum	43
Zeros	347
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	8
Q3	14
95-th percentile	24
Maximum	43
Range	43
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.2745045
Coefficient of variation (CV)	0.76141906
Kurtosis	0.72299336
Mean	9.5538776
Median Absolute Deviation (MAD)	5
Skewness	0.97366781
Sum	93628
Variance	52.918415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
2	657	6.6%
1	642	6.4%
3	637	6.4%
4	623	6.2%
5	605	6.0%
7	573	5.7%
6	570	5.7%
9	479	4.8%
10	478	4.8%
8	469	4.7%
Other values (34)	4067	40.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	347	3.5%
1	642	6.4%
2	657	6.6%
3	637	6.4%
4	623	6.2%
5	605	6.0%
6	570	5.7%
7	573	5.7%
8	469	4.7%
9	479	4.8%

Value	Count	Frequency (%)
43	2	< 0.1%
42	1	< 0.1%
41	1	< 0.1%
40	2	< 0.1%
39	1	< 0.1%
38	7	0.1%
37	4	< 0.1%
36	11	0.1%
35	6	0.1%
34	21	0.2%

M
Real number (ℝ)

MISSING ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	1916
Missing (%)	19.2%
Infinite	0
Infinite (%)	0.0%
Mean	1.4152647

Minimum	0
Maximum	6
Zeros	1858
Zeros (%)	18.6%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1734915
Coefficient of variation (CV)	0.8291675
Kurtosis	0.58505335
Mean	1.4152647
Median Absolute Deviation (MAD)	1
Skewness	0.8439657
Sum	11441
Variance	1.3770823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	2971	29.7%
2	1893	18.9%
0	1858	18.6%
3	907	9.1%
4	337	3.4%
5	93	0.9%
6	25	0.2%
(Missing)	1916	19.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1858	18.6%
1	2971	29.7%
2	1893	18.9%
3	907	9.1%
4	337	3.4%
5	93	0.9%
6	25	0.2%

Value	Count	Frequency (%)
6	25	0.2%
5	93	0.9%
4	337	3.4%
3	907	9.1%
2	1893	18.9%
1	2971	29.7%
0	1858	18.6%

R
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	2619
Missing (%)	26.2%
Memory size	78.2 KiB

0.0	7381

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	22143
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	7381	73.8%
(Missing)	2619	26.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	7381	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	14762	66.7%
.	7381	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14762	66.7%
Other Punctuation	7381	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14762	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	7381	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22143	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14762	66.7%
.	7381	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22143	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14762	66.7%
.	7381	33.3%

S
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	10000
Missing (%)	100.0%
Memory size	78.2 KiB

T
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	2625
Missing (%)	26.2%
Memory size	78.2 KiB

0.0	7088
1.0	287

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	22125
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	7088	70.9%
1.0	287	2.9%
(Missing)	2625	26.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	7088	96.1%
1.0	287	3.9%

Most occurring characters

Value	Count	Frequency (%)
0	14463	65.4%
.	7375	33.3%
1	287	1.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14750	66.7%
Other Punctuation	7375	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14463	98.1%
1	287	1.9%

Other Punctuation

Value	Count	Frequency (%)
.	7375	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22125	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14463	65.4%
.	7375	33.3%
1	287	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22125	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14463	65.4%
.	7375	33.3%
1	287	1.3%

G
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	2589
Missing (%)	25.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.2291189

Minimum	0
Maximum	7
Zeros	1875
Zeros (%)	18.8%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	7
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.0157303
Coefficient of variation (CV)	0.82638896
Kurtosis	0.35139395
Mean	1.2291189
Median Absolute Deviation (MAD)	1
Skewness	0.73759687
Sum	9109
Variance	1.031708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	3018	30.2%
0	1875	18.8%
2	1674	16.7%
3	657	6.6%
4	165	1.7%
5	21	0.2%
7	1	< 0.1%
(Missing)	2589	25.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1875	18.8%
1	3018	30.2%
2	1674	16.7%
3	657	6.6%
4	165	1.7%
5	21	0.2%
7	1	< 0.1%

Value	Count	Frequency (%)
7	1	< 0.1%
5	21	0.2%
4	165	1.7%
3	657	6.6%
2	1674	16.7%
1	3018	30.2%
0	1875	18.8%

N
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	2620
Missing (%)	26.2%
Memory size	78.2 KiB

0.0	7349
1.0	31

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	22140
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	7349	73.5%
1.0	31	0.3%
(Missing)	2620	26.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	7349	99.6%
1.0	31	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	14729	66.5%
.	7380	33.3%
1	31	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14760	66.7%
Other Punctuation	7380	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14729	99.8%
1	31	0.2%

Other Punctuation

Value	Count	Frequency (%)
.	7380	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22140	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	14729	66.5%
.	7380	33.3%
1	31	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22140	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	14729	66.5%
.	7380	33.3%
1	31	0.1%

O
Real number (ℝ)

MISSING ZEROS

Distinct	30
Distinct (%)	0.4%
Missing	1865
Missing (%)	18.6%
Infinite	0
Infinite (%)	0.0%
Mean	5.8240934

Minimum	0
Maximum	35
Zeros	464
Zeros (%)	4.6%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	15
Maximum	35
Range	35
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.5380569
Coefficient of variation (CV)	0.77918684
Kurtosis	1.1610494
Mean	5.8240934
Median Absolute Deviation (MAD)	3
Skewness	1.0669503
Sum	47379
Variance	20.593961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
1	887	8.9%
2	880	8.8%
3	818	8.2%
4	814	8.1%
5	693	6.9%
6	587	5.9%
7	510	5.1%
0	464	4.6%
8	459	4.6%
9	417	4.2%
Other values (20)	1606	16.1%
(Missing)	1865	18.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	464	4.6%
1	887	8.9%
2	880	8.8%
3	818	8.2%
4	814	8.1%
5	693	6.9%
6	587	5.9%
7	510	5.1%
8	459	4.6%
9	417	4.2%

Value	Count	Frequency (%)
35	1	< 0.1%
28	2	< 0.1%
27	3	< 0.1%
26	1	< 0.1%
25	2	< 0.1%
24	6	0.1%
23	8	0.1%
22	13	0.1%
21	17	0.2%
20	30	0.3%

U
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	2473
Missing (%)	24.7%
Memory size	78.2 KiB

0.0	3815
1.0	3417
2.0	290
3.0	5

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	22581
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3815	38.1%
1.0	3417	34.2%
2.0	290	2.9%
3.0	5	0.1%
(Missing)	2473	24.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	3815	50.7%
1.0	3417	45.4%
2.0	290	3.9%
3.0	5	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	11342	50.2%
.	7527	33.3%
1	3417	15.1%
2	290	1.3%
3	5	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	15054	66.7%
Other Punctuation	7527	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11342	75.3%
1	3417	22.7%
2	290	1.9%
3	5	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	7527	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22581	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11342	50.2%
.	7527	33.3%
1	3417	15.1%
2	290	1.3%
3	5	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22581	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11342	50.2%
.	7527	33.3%
1	3417	15.1%
2	290	1.3%
3	5	< 0.1%

D
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	20
Distinct (%)	0.3%
Missing	2611
Missing (%)	26.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.2063879

Minimum	0
Maximum	19
Zeros	534
Zeros (%)	5.3%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	10
Maximum	19
Range	19
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.0585395
Coefficient of variation (CV)	0.72711781
Kurtosis	0.38508106
Mean	4.2063879
Median Absolute Deviation (MAD)	2
Skewness	0.82000686
Sum	31081
Variance	9.3546641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
1	1045	10.4%
2	984	9.8%
3	967	9.7%
4	884	8.8%
5	749	7.5%
6	650	6.5%
0	534	5.3%
7	458	4.6%
8	371	3.7%
9	263	2.6%
Other values (10)	484	4.8%
(Missing)	2611	26.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	534	5.3%
1	1045	10.4%
2	984	9.8%
3	967	9.7%
4	884	8.8%
5	749	7.5%
6	650	6.5%
7	458	4.6%
8	371	3.7%
9	263	2.6%

Value	Count	Frequency (%)
19	1	< 0.1%
18	2	< 0.1%
17	2	< 0.1%
16	4	< 0.1%
15	15	0.1%
14	21	0.2%
13	33	0.3%
12	83	0.8%
11	118	1.2%
10	205	2.1%

X
Real number (ℝ)

MISSING ZEROS

Distinct	11
Distinct (%)	0.1%
Missing	1938
Missing (%)	19.4%
Infinite	0
Infinite (%)	0.0%
Mean	1.9310345

Minimum	0
Maximum	10
Zeros	1424
Zeros (%)	14.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5663649
Coefficient of variation (CV)	0.81115325
Kurtosis	0.64147261
Mean	1.9310345
Median Absolute Deviation (MAD)	1
Skewness	0.90776097
Sum	15568
Variance	2.453499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
1	2361	23.6%
2	1806	18.1%
0	1424	14.2%
3	1218	12.2%
4	648	6.5%
5	371	3.7%
6	165	1.7%
7	54	0.5%
8	10	0.1%
9	4	< 0.1%
(Missing)	1938	19.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1424	14.2%
1	2361	23.6%
2	1806	18.1%
3	1218	12.2%
4	648	6.5%
5	371	3.7%
6	165	1.7%
7	54	0.5%
8	10	0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
9	4	< 0.1%
8	10	0.1%
7	54	0.5%
6	165	1.7%
5	371	3.7%
4	648	6.5%
3	1218	12.2%
2	1806	18.1%
1	2361	23.6%

Y
Real number (ℝ)

Distinct	18
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2964

Minimum	0
Maximum	19
Zeros	951
Zeros (%)	9.5%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	8
Maximum	19
Range	19
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.5447976
Coefficient of variation (CV)	0.77199295
Kurtosis	0.82570367
Mean	3.2964
Median Absolute Deviation (MAD)	2
Skewness	0.96422067
Sum	32964
Variance	6.4759946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
1	1932	19.3%
2	1714	17.1%
3	1464	14.6%
4	1131	11.3%
0	951	9.5%
5	926	9.3%
6	680	6.8%
7	477	4.8%
8	324	3.2%
9	178	1.8%
Other values (8)	223	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	951	9.5%
1	1932	19.3%
2	1714	17.1%
3	1464	14.6%
4	1131	11.3%
5	926	9.3%
6	680	6.8%
7	477	4.8%
8	324	3.2%
9	178	1.8%

Value	Count	Frequency (%)
19	1	< 0.1%
16	2	< 0.1%
15	3	< 0.1%
14	5	0.1%
13	14	0.1%
12	24	0.2%
11	69	0.7%
10	105	1.1%
9	178	1.8%
8	324	3.2%

Auto

Heatmap
Table

	Estab	TermlySessionsPossible	/	\	B	L	V	C	I	M	G	O	D	X	Y	Gender	EnrolStatus	NCyearActual	J	P	W	E	H	T	N	U
Estab	1.000	0.140	0.130	0.134	-0.028	-0.023	0.008	0.018	0.011	0.020	0.033	0.032	-0.052	-0.029	0.019	0.032	0.024	0.066	0.000	0.020	0.033	0.007	0.044	0.007	0.000	0.024
TermlySessionsPossible	0.140	1.000	0.356	0.397	-0.115	0.024	0.036	-0.092	0.032	0.020	-0.021	-0.114	-0.374	-0.269	-0.207	0.000	0.091	0.030	0.029	0.007	0.031	0.019	0.023	0.000	0.000	0.000
/	0.130	0.356	1.000	0.878	-0.104	-0.151	0.105	-0.151	-0.073	-0.025	-0.031	-0.242	-0.201	-0.034	0.098	0.017	0.048	0.047	0.026	0.041	0.000	0.057	0.000	0.047	0.000	0.084
\	0.134	0.397	0.878	1.000	-0.093	-0.038	0.063	-0.161	-0.155	-0.021	-0.035	-0.217	-0.192	-0.050	0.047	0.013	0.064	0.037	0.024	0.018	0.035	0.032	0.000	0.061	0.000	0.040
B	-0.028	-0.115	-0.104	-0.093	1.000	0.205	0.226	0.449	0.128	0.306	0.521	0.446	0.682	0.329	0.110	0.031	0.000	0.000	0.156	0.157	0.344	0.284	0.352	0.284	0.085	0.266
L	-0.023	0.024	-0.151	-0.038	0.205	1.000	0.063	0.175	0.231	0.222	0.189	0.324	0.158	0.190	0.167	0.000	0.000	0.052	0.051	0.044	0.109	0.145	0.091	0.080	0.030	0.182
V	0.008	0.036	0.105	0.063	0.226	0.063	1.000	0.137	0.015	0.146	0.179	0.135	0.194	0.113	0.053	0.024	0.000	0.030	0.047	0.105	0.120	0.090	0.117	0.080	0.026	0.089
C	0.018	-0.092	-0.151	-0.161	0.449	0.175	0.137	1.000	0.121	0.239	0.312	0.382	0.440	0.206	0.072	0.000	0.009	0.047	0.092	0.083	0.203	0.196	0.190	0.142	0.000	0.160
I	0.011	0.032	-0.073	-0.155	0.128	0.231	0.015	0.121	1.000	0.182	0.097	0.202	0.101	0.135	0.109	0.013	0.017	0.016	0.043	0.000	0.058	0.069	0.049	0.039	0.036	0.084
M	0.020	0.020	-0.025	-0.021	0.306	0.222	0.146	0.239	0.182	1.000	0.246	0.276	0.264	0.171	0.021	0.042	0.028	0.030	0.096	0.085	0.183	0.155	0.139	0.113	0.024	0.154
G	0.033	-0.021	-0.031	-0.035	0.521	0.189	0.179	0.312	0.097	0.246	1.000	0.336	0.475	0.239	0.085	0.000	0.000	0.000	0.107	0.141	0.256	0.221	0.259	0.214	0.057	0.197
O	0.032	-0.114	-0.242	-0.217	0.446	0.324	0.135	0.382	0.202	0.276	0.336	1.000	0.392	0.247	0.119	0.000	0.052	0.026	0.118	0.063	0.188	0.223	0.189	0.176	0.046	0.297
D	-0.052	-0.374	-0.201	-0.192	0.682	0.158	0.194	0.440	0.101	0.264	0.475	0.392	1.000	0.303	0.089	0.028	0.161	0.033	0.137	0.143	0.311	0.263	0.320	0.229	0.068	0.227
X	-0.029	-0.269	-0.034	-0.050	0.329	0.190	0.113	0.206	0.135	0.171	0.239	0.247	0.303	1.000	0.169	0.022	0.000	0.000	0.092	0.053	0.147	0.149	0.138	0.131	0.073	0.128
Y	0.019	-0.207	0.098	0.047	0.110	0.167	0.053	0.072	0.109	0.021	0.085	0.119	0.089	0.169	1.000	0.015	0.000	0.004	0.057	0.053	0.027	0.064	0.025	0.024	0.000	0.045
Gender	0.032	0.000	0.017	0.013	0.031	0.000	0.024	0.000	0.013	0.042	0.000	0.000	0.028	0.022	0.015	1.000	0.000	0.022	0.000	0.020	0.000	0.029	0.020	0.019	0.004	0.006
EnrolStatus	0.024	0.091	0.048	0.064	0.000	0.000	0.000	0.009	0.017	0.028	0.000	0.052	0.161	0.000	0.000	0.000	1.000	0.026	0.009	0.000	0.000	0.016	0.000	0.000	0.000	0.000
NCyearActual	0.066	0.030	0.047	0.037	0.000	0.052	0.030	0.047	0.016	0.030	0.000	0.026	0.033	0.000	0.004	0.022	0.026	1.000	0.063	0.000	0.010	0.000	0.000	0.000	0.000	0.037
J	0.000	0.029	0.026	0.024	0.156	0.051	0.047	0.092	0.043	0.096	0.107	0.118	0.137	0.092	0.057	0.000	0.009	0.063	1.000	0.055	0.146	0.102	0.106	0.085	0.000	0.120
P	0.020	0.007	0.041	0.018	0.157	0.044	0.105	0.083	0.000	0.085	0.141	0.063	0.143	0.053	0.053	0.020	0.000	0.000	0.055	1.000	0.149	0.125	0.166	0.097	0.037	0.114
W	0.033	0.031	0.000	0.035	0.344	0.109	0.120	0.203	0.058	0.183	0.256	0.188	0.311	0.147	0.027	0.000	0.000	0.010	0.146	0.149	1.000	0.238	0.297	0.233	0.071	0.224
E	0.007	0.019	0.057	0.032	0.284	0.145	0.090	0.196	0.069	0.155	0.221	0.223	0.263	0.149	0.064	0.029	0.016	0.000	0.102	0.125	0.238	1.000	0.264	0.188	0.044	0.237
H	0.044	0.023	0.000	0.000	0.352	0.091	0.117	0.190	0.049	0.139	0.259	0.189	0.320	0.138	0.025	0.020	0.000	0.000	0.106	0.166	0.297	0.264	1.000	0.247	0.059	0.222
T	0.007	0.000	0.047	0.061	0.284	0.080	0.080	0.142	0.039	0.113	0.214	0.176	0.229	0.131	0.024	0.019	0.000	0.000	0.085	0.097	0.233	0.188	0.247	1.000	0.046	0.178
N	0.000	0.000	0.000	0.000	0.085	0.030	0.026	0.000	0.036	0.024	0.057	0.046	0.068	0.073	0.000	0.004	0.000	0.000	0.000	0.037	0.071	0.044	0.059	0.046	1.000	0.035
U	0.024	0.000	0.084	0.040	0.266	0.182	0.089	0.160	0.084	0.154	0.197	0.297	0.227	0.128	0.045	0.006	0.000	0.037	0.120	0.114	0.224	0.237	0.222	0.178	0.035	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Estab	UPN	Surname	Forename	Middlenames	PreferredSurname	FormerSurname	Gender	DoB	EnrolStatus	EntryDate	NCyearActual	TermlySessionsPossible	/	\	B	J	L	P	V	W	C	E	H	I	M	R	S	T	G	N	O	U	D	X	Y
0	161510	819c5d8d-a652-4a62-9eac-9fe483ddbca8	NaN	NaN	NaN	NaN	NaN	F	NaN	Leaver	2019-09-04 00:00:00	7	118.0	33	35	NaN	NaN	6.0	NaN	0.0	NaN	9.0	NaN	NaN	17.0	2.0	NaN	NaN	NaN	NaN	NaN	19.0	NaN	NaN	NaN	1
1	150684	6318ab5a-2d2c-42ce-ab68-0945162d683d	NaN	NaN	NaN	NaN	NaN	F	NaN	C	2021-09-03 00:00:00	7	120.0	66	57	0.0	0.0	1.0	0.0	1.0	0.0	0.0	0.0	0.0	7.0	1.0	0.0	NaN	0.0	1.0	0.0	2.0	0.0	2.0	3.0	3
2	258745	eb1edd42-97c1-4a8d-b546-f49372eabdb8	NaN	NaN	NaN	NaN	NaN	M	NaN	C	2019-09-04 00:00:00	7	120.0	43	48	1.0	0.0	8.0	0.0	0.0	0.0	3.0	0.0	0.0	13.0	1.0	0.0	NaN	0.0	1.0	0.0	3.0	0.0	5.0	1.0	4
3	229920	3064a34b-8961-4ac6-8540-a346ee12fb8b	NaN	NaN	NaN	NaN	NaN	M	NaN	C	2021-09-03 00:00:00	9	114.0	35	44	2.0	0.0	13.0	0.0	2.0	1.0	3.0	1.0	0.0	6.0	2.0	0.0	NaN	0.0	2.0	0.0	5.0	1.0	8.0	3.0	11
4	128143	de67351f-dd82-428f-8095-ba0f5a3ac738	NaN	NaN	NaN	NaN	NaN	F	NaN	C	2017-09-06 00:00:00	7	117.0	42	50	2.0	0.0	6.0	1.0	1.0	1.0	5.0	1.0	0.0	7.0	1.0	0.0	NaN	0.0	1.0	0.0	4.0	0.0	3.0	3.0	1
5	191130	9d4fcc5a-aa2f-4aa9-a081-6fe4a4fe7de4	NaN	NaN	NaN	NaN	NaN	F	NaN	C	2020-09-03 00:00:00	7	105.0	37	38	1.0	0.0	2.0	0.0	0.0	0.0	4.0	0.0	0.0	1.0	2.0	0.0	NaN	0.0	1.0	0.0	5.0	0.0	3.0	1.0	1
6	184759	a18a4e15-7719-49a5-badc-779f1be4aa6f	NaN	NaN	NaN	NaN	NaN	M	NaN	C	2020-09-02 00:00:00	10	117.0	55	52	1.0	0.0	3.0	1.0	0.0	0.0	2.0	0.0	0.0	8.0	2.0	0.0	NaN	0.0	0.0	0.0	5.0	0.0	1.0	1.0	5
7	195265	5c181651-6c0a-4b2d-b91f-25cc926c3e73	NaN	NaN	NaN	NaN	NaN	M	NaN	C	2019-09-04 00:00:00	7	126.0	69	62	2.0	0.0	3.0	0.0	2.0	1.0	4.0	0.0	0.0	2.0	1.0	0.0	NaN	0.0	0.0	0.0	3.0	0.0	1.0	3.0	5
8	168715	f8b9f84f-4864-47b8-bf8f-d9fe5e133ac7	NaN	NaN	NaN	NaN	NaN	F	NaN	C	2021-06-07 00:00:00	7	116.0	44	42	0.0	0.0	1.0	1.0	1.0	0.0	0.0	0.0	0.0	2.0	1.0	0.0	NaN	0.0	0.0	0.0	2.0	0.0	1.0	2.0	1
9	176135	18a2235f-9bce-4e51-9fbb-d630da74e0c9	NaN	NaN	NaN	NaN	NaN	F	NaN	C	2018-09-06 00:00:00	10	98.0	46	46	NaN	0.0	4.0	2.0	1.0	NaN	NaN	NaN	NaN	9.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2.0	7

	Estab	UPN	Surname	Forename	Middlenames	PreferredSurname	FormerSurname	Gender	DoB	EnrolStatus	EntryDate	NCyearActual	TermlySessionsPossible	/	\	B	J	L	P	V	W	C	E	H	I	M	R	S	T	G	N	O	U	D	X	Y
9990	167292	1d3316bd-95f1-4049-875a-b3c681e7a151	NaN	NaN	NaN	NaN	NaN	F	NaN	C	2018-09-07 00:00:00	11	119.0	49	48	3.0	0.0	3.0	1.0	1.0	1.0	8.0	1.0	0.0	6.0	2.0	0.0	NaN	0.0	1.0	0.0	4.0	1.0	8.0	1.0	2
9991	173175	b52bef10-e225-4985-8345-184506bb7e8c	NaN	NaN	NaN	NaN	NaN	F	NaN	C	2021-09-01 00:00:00	9	122.0	73	62	3.0	0.0	6.0	1.0	1.0	1.0	NaN	0.0	1.0	9.0	3.0	0.0	NaN	0.0	2.0	0.0	3.0	1.0	5.0	1.0	4
9992	219663	b6a8922a-90ac-40cd-9f73-88735e59ee17	NaN	NaN	NaN	NaN	NaN	F	NaN	C	2017-09-06 00:00:00	11	127.0	35	36	2.0	0.0	12.0	1.0	0.0	0.0	5.0	1.0	0.0	3.0	0.0	0.0	NaN	0.0	0.0	0.0	4.0	1.0	2.0	4.0	4
9993	242430	a154abc5-7e8f-4a4c-8eed-cad91e2975d5	NaN	NaN	NaN	NaN	NaN	F	NaN	C	2017-09-01 00:00:00	7	120.0	34	31	2.0	0.0	0.0	1.0	0.0	0.0	5.0	0.0	0.0	7.0	1.0	0.0	NaN	0.0	1.0	0.0	9.0	1.0	3.0	0.0	1
9994	196162	80fcd390-27cd-4a83-8dea-4eb8b0ef1494	NaN	NaN	NaN	NaN	NaN	M	NaN	C	2018-09-06 00:00:00	7	124.0	50	52	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	21.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2
9995	130870	41110120-22a3-4350-adce-7435ed425ba5	NaN	NaN	NaN	NaN	NaN	M	NaN	C	2018-09-25 00:00:00	11	121.0	55	57	2.0	0.0	5.0	1.0	1.0	2.0	6.0	1.0	0.0	1.0	2.0	0.0	NaN	0.0	1.0	0.0	10.0	0.0	5.0	3.0	3
9996	169496	5c969010-a33c-4db7-b061-b60984f798f5	NaN	NaN	NaN	NaN	NaN	F	NaN	C	2020-09-03 00:00:00	10	104.0	55	53	2.0	0.0	9.0	0.0	0.0	1.0	NaN	1.0	1.0	17.0	3.0	0.0	NaN	0.0	2.0	0.0	8.0	0.0	7.0	3.0	3
9997	177992	9e344d35-36ca-40b9-99c5-112f64b0206d	NaN	NaN	NaN	NaN	NaN	M	NaN	C	2018-09-07 00:00:00	11	125.0	55	54	3.0	0.0	NaN	1.0	3.0	1.0	3.0	0.0	0.0	9.0	2.0	0.0	NaN	0.0	2.0	0.0	6.0	1.0	5.0	3.0	3
9998	211438	fb668a2a-f6a2-4fcf-ab4e-b2909c850516	NaN	NaN	NaN	NaN	NaN	M	NaN	C	2017-09-06 00:00:00	9	116.0	36	36	0.0	0.0	3.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	0.0	0.0	NaN	0.0	0.0	0.0	8.0	0.0	0.0	0.0	5
9999	204136	ffb2b9a6-eea7-4003-aeee-e9501ef609fc	NaN	NaN	NaN	NaN	NaN	M	NaN	C	2021-09-03 00:00:00	7	117.0	69	59	NaN	NaN	3.0	NaN	NaN	NaN	NaN	NaN	NaN	5.0	NaN	NaN	NaN	NaN	NaN	NaN	12.0	NaN	NaN	NaN	5

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories